{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Interpreting ResNet Model With Integrated Gradients"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook loads the pretrained ResNet model given by [PaddleClas](https://github.com/PaddlePaddle/PaddleClas/tree/release/2.0) and performs image classification on selected images. \n",
    "\n",
    "Interpretations of the predictions are generated and visualized using Integrated Gradients algorithm, specifically the `IntGradCVInterpreter` class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import paddle\n",
    "import interpretdl as it\n",
    "from interpretdl.data_processor.readers import read_image\n",
    "from interpretdl.data_processor.visualizer import visualize_overlay, visualize_grayscale\n",
    "from assets.resnet import ResNet50"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you have't done so, please first download the pretrained ResNet50 model by runnig the cell below or directly from [this link](https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/ResNet50_pretrained.pdparams). \n",
    "More pretrained models can be found in [PaddleClas Model Zoo](https://github.com/PaddlePaddle/PaddleClas/tree/e93711c43512a7ebcec07a0438aa87565df81084#Model_zoo_overview)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# downloads and the model to assets/\n",
    "!wget https://paddle-imagenet-models-name.bj.bcebos.com/dygraph/ResNet50_pretrained.pdparams -P assets/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize `paddle_model` and load weights. `ResNet50` is borrowed from PaddleClas [architectures](https://github.com/PaddlePaddle/PaddleClas/tree/e93711c43512a7ebcec07a0438aa87565df81084/ppcls/modeling/architectures)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "MODEL_PATH = \"assets/ResNet50_pretrained.pdparams\"\n",
    "paddle_model = ResNet50()\n",
    "\n",
    "state_dict = paddle.load(MODEL_PATH)\n",
    "paddle_model.set_dict(state_dict)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the `IntGradCVInterpreter`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "ig = it.IntGradCVInterpreter(paddle_model, use_cuda=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before interpreting the image, we first take a look at the original image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7FEC60CAF5D0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_path = 'assets/fireboat.png'\n",
    "x = Image.fromarray(read_image(img_path)[0])\n",
    "x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then, let Integrated Gradients method help us `interpret` the image with respect to the predicted label. We choose to choose random baselines and perform 10 random trials. Gradients are overlayed with the original image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=224x224 at 0x7FEC81A9CC90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gradients = ig.interpret(\n",
    "    img_path,\n",
    "    labels=None,\n",
    "    baselines='random',\n",
    "    steps=50,\n",
    "    num_random_trials=10,\n",
    "    visual=True,\n",
    "    save_path=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Another choice for visualization is in grayscale:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=224x224 at 0x7FEC60C5D090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_grayscale(gradients[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that `IntGradCVInterpreter` also supports multiple images as inputs. They can be either processed images or a list of image filepaths. Feel free to play around with it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "paddle2.0",
   "language": "python",
   "name": "paddle2.0"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
